Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
“@garcialaura_: @Virgilio_LLA I was heartbroken tx inniz ho. Lmao” haha naw chill, you the one laughing at vdawg Mixed Abusive User Added
“@gallinofmilk: I'm a faggot" I agree Mixed Abusive User Added
“@flvshy5: Might go to plaq hc”bitch who you gone go with Mixed Abusive User Added
“@flowerlela: Fucking slut” FOREAL, fuck dat bitch. Mixed Abusive User Added
“@fatbellybella: I know u didnt hit that jigga with my fav purse. .. @solangeknowles”--no chill! 😂😂 Mixed Safe User Added
“@fabbymichelle: brian stfu 😤👏 its twitter i could retweet anything”don't make me bitch slap you again 👋 Mixed Abusive User Added
“@fabbymichelle: aw OMG this show made me cry 😭😭😭😭 I'm such a pussy man”you really are Mixed Abusive User Added
“@fabbymichelle: @BrianLovesAss_ what class you in right now? I need my headphones for seventh period I'm serious bitch ass.”ms.Trophenboum Mixed Abusive User Added
“@eternalhbic: “@HalfJewish: Stills get no pussy** http://t.co/6uOWecbUQO” he's jus being rational” a fag Mixed Abusive User Added
“@ericwooden21 I need ran theo and theo HOMIE rocking the cool” I need some free shit or some hoes Mixed Abusive User Added
“@ericwooden21 “@DrTruth247: Pineapples on sale at publix”hoes on sale too”up stairs Mixed Abusive User Added
“@erickruiz45: I just want the baddest bitch in the world right here on my lap” @7aidualc9 😂😂😂😂 Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph